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 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "output_type": "stream",
     "name": "stdout",
     "text": "['data', 'features_name']\n[[5.1 3.5 1.4 0.2 'Iris-setosa']\n [4.9 3.0 1.4 0.2 'Iris-setosa']\n [4.7 3.2 1.3 0.2 'Iris-setosa']\n [4.6 3.1 1.5 0.2 'Iris-setosa']\n [5.0 3.6 1.4 0.2 'Iris-setosa']\n [5.4 3.9 1.7 0.4 'Iris-setosa']\n [4.6 3.4 1.4 0.3 'Iris-setosa']\n [5.0 3.4 1.5 0.2 'Iris-setosa']\n [4.4 2.9 1.4 0.2 'Iris-setosa']\n [4.9 3.1 1.5 0.1 'Iris-setosa']\n [5.4 3.7 1.5 0.2 'Iris-setosa']\n [4.8 3.4 1.6 0.2 'Iris-setosa']\n [4.8 3.0 1.4 0.1 'Iris-setosa']\n [4.3 3.0 1.1 0.1 'Iris-setosa']\n [5.8 4.0 1.2 0.2 'Iris-setosa']\n [5.7 4.4 1.5 0.4 'Iris-setosa']\n [5.4 3.9 1.3 0.4 'Iris-setosa']\n [5.1 3.5 1.4 0.3 'Iris-setosa']\n [5.7 3.8 1.7 0.3 'Iris-setosa']\n [5.1 3.8 1.5 0.3 'Iris-setosa']\n [5.4 3.4 1.7 0.2 'Iris-setosa']\n [5.1 3.7 1.5 0.4 'Iris-setosa']\n [4.6 3.6 1.0 0.2 'Iris-setosa']\n [5.1 3.3 1.7 0.5 'Iris-setosa']\n [4.8 3.4 1.9 0.2 'Iris-setosa']\n [5.0 3.0 1.6 0.2 'Iris-setosa']\n [5.0 3.4 1.6 0.4 'Iris-setosa']\n [5.2 3.5 1.5 0.2 'Iris-setosa']\n [5.2 3.4 1.4 0.2 'Iris-setosa']\n [4.7 3.2 1.6 0.2 'Iris-setosa']\n [4.8 3.1 1.6 0.2 'Iris-setosa']\n [5.4 3.4 1.5 0.4 'Iris-setosa']\n [5.2 4.1 1.5 0.1 'Iris-setosa']\n [5.5 4.2 1.4 0.2 'Iris-setosa']\n [4.9 3.1 1.5 0.1 'Iris-setosa']\n [5.0 3.2 1.2 0.2 'Iris-setosa']\n [5.5 3.5 1.3 0.2 'Iris-setosa']\n [4.9 3.1 1.5 0.1 'Iris-setosa']\n [4.4 3.0 1.3 0.2 'Iris-setosa']\n [5.1 3.4 1.5 0.2 'Iris-setosa']\n [5.0 3.5 1.3 0.3 'Iris-setosa']\n [4.5 2.3 1.3 0.3 'Iris-setosa']\n [4.4 3.2 1.3 0.2 'Iris-setosa']\n [5.0 3.5 1.6 0.6 'Iris-setosa']\n [5.1 3.8 1.9 0.4 'Iris-setosa']\n [4.8 3.0 1.4 0.3 'Iris-setosa']\n [5.1 3.8 1.6 0.2 'Iris-setosa']\n [4.6 3.2 1.4 0.2 'Iris-setosa']\n [5.3 3.7 1.5 0.2 'Iris-setosa']\n [5.0 3.3 1.4 0.2 'Iris-setosa']\n [7.0 3.2 4.7 1.4 'Iris-versicolor']\n [6.4 3.2 4.5 1.5 'Iris-versicolor']\n [6.9 3.1 4.9 1.5 'Iris-versicolor']\n [5.5 2.3 4.0 1.3 'Iris-versicolor']\n [6.5 2.8 4.6 1.5 'Iris-versicolor']\n [5.7 2.8 4.5 1.3 'Iris-versicolor']\n [6.3 3.3 4.7 1.6 'Iris-versicolor']\n [4.9 2.4 3.3 1.0 'Iris-versicolor']\n [6.6 2.9 4.6 1.3 'Iris-versicolor']\n [5.2 2.7 3.9 1.4 'Iris-versicolor']\n [5.0 2.0 3.5 1.0 'Iris-versicolor']\n [5.9 3.0 4.2 1.5 'Iris-versicolor']\n [6.0 2.2 4.0 1.0 'Iris-versicolor']\n [6.1 2.9 4.7 1.4 'Iris-versicolor']\n [5.6 2.9 3.6 1.3 'Iris-versicolor']\n [6.7 3.1 4.4 1.4 'Iris-versicolor']\n [5.6 3.0 4.5 1.5 'Iris-versicolor']\n [5.8 2.7 4.1 1.0 'Iris-versicolor']\n [6.2 2.2 4.5 1.5 'Iris-versicolor']\n [5.6 2.5 3.9 1.1 'Iris-versicolor']\n [5.9 3.2 4.8 1.8 'Iris-versicolor']\n [6.1 2.8 4.0 1.3 'Iris-versicolor']\n [6.3 2.5 4.9 1.5 'Iris-versicolor']\n [6.1 2.8 4.7 1.2 'Iris-versicolor']\n [6.4 2.9 4.3 1.3 'Iris-versicolor']\n [6.6 3.0 4.4 1.4 'Iris-versicolor']\n [6.8 2.8 4.8 1.4 'Iris-versicolor']\n [6.7 3.0 5.0 1.7 'Iris-versicolor']\n [6.0 2.9 4.5 1.5 'Iris-versicolor']\n [5.7 2.6 3.5 1.0 'Iris-versicolor']\n [5.5 2.4 3.8 1.1 'Iris-versicolor']\n [5.5 2.4 3.7 1.0 'Iris-versicolor']\n [5.8 2.7 3.9 1.2 'Iris-versicolor']\n [6.0 2.7 5.1 1.6 'Iris-versicolor']\n [5.4 3.0 4.5 1.5 'Iris-versicolor']\n [6.0 3.4 4.5 1.6 'Iris-versicolor']\n [6.7 3.1 4.7 1.5 'Iris-versicolor']\n [6.3 2.3 4.4 1.3 'Iris-versicolor']\n [5.6 3.0 4.1 1.3 'Iris-versicolor']\n [5.5 2.5 4.0 1.3 'Iris-versicolor']\n [5.5 2.6 4.4 1.2 'Iris-versicolor']\n [6.1 3.0 4.6 1.4 'Iris-versicolor']\n [5.8 2.6 4.0 1.2 'Iris-versicolor']\n [5.0 2.3 3.3 1.0 'Iris-versicolor']\n [5.6 2.7 4.2 1.3 'Iris-versicolor']\n [5.7 3.0 4.2 1.2 'Iris-versicolor']\n [5.7 2.9 4.2 1.3 'Iris-versicolor']\n [6.2 2.9 4.3 1.3 'Iris-versicolor']\n [5.1 2.5 3.0 1.1 'Iris-versicolor']\n [5.7 2.8 4.1 1.3 'Iris-versicolor']\n [6.3 3.3 6.0 2.5 'Iris-virginica']\n [5.8 2.7 5.1 1.9 'Iris-virginica']\n [7.1 3.0 5.9 2.1 'Iris-virginica']\n [6.3 2.9 5.6 1.8 'Iris-virginica']\n [6.5 3.0 5.8 2.2 'Iris-virginica']\n [7.6 3.0 6.6 2.1 'Iris-virginica']\n [4.9 2.5 4.5 1.7 'Iris-virginica']\n [7.3 2.9 6.3 1.8 'Iris-virginica']\n [6.7 2.5 5.8 1.8 'Iris-virginica']\n [7.2 3.6 6.1 2.5 'Iris-virginica']\n [6.5 3.2 5.1 2.0 'Iris-virginica']\n [6.4 2.7 5.3 1.9 'Iris-virginica']\n [6.8 3.0 5.5 2.1 'Iris-virginica']\n [5.7 2.5 5.0 2.0 'Iris-virginica']\n [5.8 2.8 5.1 2.4 'Iris-virginica']\n [6.4 3.2 5.3 2.3 'Iris-virginica']\n [6.5 3.0 5.5 1.8 'Iris-virginica']\n [7.7 3.8 6.7 2.2 'Iris-virginica']\n [7.7 2.6 6.9 2.3 'Iris-virginica']\n [6.0 2.2 5.0 1.5 'Iris-virginica']\n [6.9 3.2 5.7 2.3 'Iris-virginica']\n [5.6 2.8 4.9 2.0 'Iris-virginica']\n [7.7 2.8 6.7 2.0 'Iris-virginica']\n [6.3 2.7 4.9 1.8 'Iris-virginica']\n [6.7 3.3 5.7 2.1 'Iris-virginica']\n [7.2 3.2 6.0 1.8 'Iris-virginica']\n [6.2 2.8 4.8 1.8 'Iris-virginica']\n [6.1 3.0 4.9 1.8 'Iris-virginica']\n [6.4 2.8 5.6 2.1 'Iris-virginica']\n [7.2 3.0 5.8 1.6 'Iris-virginica']\n [7.4 2.8 6.1 1.9 'Iris-virginica']\n [7.9 3.8 6.4 2.0 'Iris-virginica']\n [6.4 2.8 5.6 2.2 'Iris-virginica']\n [6.3 2.8 5.1 1.5 'Iris-virginica']\n [6.1 2.6 5.6 1.4 'Iris-virginica']\n [7.7 3.0 6.1 2.3 'Iris-virginica']\n [6.3 3.4 5.6 2.4 'Iris-virginica']\n [6.4 3.1 5.5 1.8 'Iris-virginica']\n [6.0 3.0 4.8 1.8 'Iris-virginica']\n [6.9 3.1 5.4 2.1 'Iris-virginica']\n [6.7 3.1 5.6 2.4 'Iris-virginica']\n [6.9 3.1 5.1 2.3 'Iris-virginica']\n [5.8 2.7 5.1 1.9 'Iris-virginica']\n [6.8 3.2 5.9 2.3 'Iris-virginica']\n [6.7 3.3 5.7 2.5 'Iris-virginica']\n [6.7 3.0 5.2 2.3 'Iris-virginica']\n [6.3 2.5 5.0 1.9 'Iris-virginica']\n [6.5 3.0 5.2 2.0 'Iris-virginica']\n [6.2 3.4 5.4 2.3 'Iris-virginica']\n [5.9 3.0 5.1 1.8 'Iris-virginica']]\n[' sepal_length' ' sepal_width' 'petal_length' 'petal_width' 'class']\n"
    }
   ],
   "source": [
    "d=np.load('iris.npz',allow_pickle=True)\n",
    "print(d.files)\n",
    "data=d['data']\n",
    "print(data)\n",
    "features_name=d['features_name']\n",
    "print(features_name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
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     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(22,17))\n",
    "plt.rcParams['font.family']='STSong'\n",
    "plt.rcParams['font.size']=14\n",
    "# m=1\n",
    "for i in range(0,4):\n",
    "    for j in range(0,4):\n",
    "        # plt.subplot(4,4,m)\n",
    "        # m=m+1\n",
    "        plt.subplot(4,4,i * 4 + j + 1)\n",
    "        plt.scatter(data[:,i],data[:,j])\n",
    "        plt.xlabel(features_name[i])\n",
    "        plt.ylabel(features_name[j])\n",
    "plt.suptitle('Iris散点图矩阵')\n",
    "plt.savefig('Iris散点图矩阵.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 720x576 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"486.481625pt\" version=\"1.1\" viewBox=\"0 0 585.966875 486.481625\" width=\"585.966875pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 486.481625 \r\nL 585.966875 486.481625 \r\nL 585.966875 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 20.766875 459.401625 \r\nL 578.766875 459.401625 \r\nL 578.766875 24.521625 \r\nL 20.766875 24.521625 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g 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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "plt.figure(figsize=(10,8))\n",
    "num=(list(data[:,0]),list(data[:,1]),list(data[:,2]),list(data[:,3]))\n",
    "plt.boxplot(num,labels=list(features_name[:-1]))\n",
    "plt.title('Iris箱线图')\n",
    "plt.savefig('Iris箱线图.png')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ]
}